Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 14731 |
| Missing cells | 2923 |
| Missing cells (%) | 0.9% |
| Duplicate rows | 1 |
| Duplicate rows (%) | < 0.1% |
| Total size in memory | 2.4 MiB |
| Average record size in memory | 169.0 B |
Variable types
| Numeric | 14 |
|---|---|
| Categorical | 7 |
| Boolean | 1 |
| Dataset has 1 (< 0.1%) duplicate rows | Duplicates |
HomePage is highly overall correlated with ProductDescriptionPage | High correlation |
HomePage_Duration is highly overall correlated with LandingPage_Duration and 2 other fields | High correlation |
LandingPage is highly overall correlated with LandingPage_Duration and 1 other fields | High correlation |
LandingPage_Duration is highly overall correlated with HomePage_Duration and 3 other fields | High correlation |
ProductDescriptionPage is highly overall correlated with HomePage and 3 other fields | High correlation |
ProductDescriptionPage_Duration is highly overall correlated with HomePage_Duration and 3 other fields | High correlation |
GoogleMetric:Bounce Rates is highly overall correlated with GoogleMetric:Exit Rates | High correlation |
GoogleMetric:Exit Rates is highly overall correlated with GoogleMetric:Bounce Rates | High correlation |
OS is highly overall correlated with SearchEngine and 1 other fields | High correlation |
SearchEngine is highly overall correlated with OS and 2 other fields | High correlation |
Type of Traffic is highly overall correlated with SearchEngine | High correlation |
CustomerType is highly overall correlated with OS and 1 other fields | High correlation |
HomePage has 153 (1.0%) missing values | Missing |
HomePage_Duration has 150 (1.0%) missing values | Missing |
LandingPage has 153 (1.0%) missing values | Missing |
ProductDescriptionPage_Duration has 167 (1.1%) missing values | Missing |
GoogleMetric:Bounce Rates has 151 (1.0%) missing values | Missing |
SeasonalPurchase has 150 (1.0%) missing values | Missing |
HomePage has 6977 (47.4%) zeros | Zeros |
HomePage_Duration has 7130 (48.4%) zeros | Zeros |
LandingPage has 11525 (78.2%) zeros | Zeros |
LandingPage_Duration has 11804 (80.1%) zeros | Zeros |
ProductDescriptionPage_Duration has 957 (6.5%) zeros | Zeros |
GoogleMetric:Bounce Rates has 6409 (43.5%) zeros | Zeros |
GoogleMetric:Page Values has 11787 (80.0%) zeros | Zeros |
SeasonalPurchase has 13034 (88.5%) zeros | Zeros |
Reproduction
| Analysis started | 2023-01-21 18:11:36.863561 |
|---|---|
| Analysis finished | 2023-01-21 18:12:11.032479 |
| Duration | 34.17 seconds |
| Software version | pandas-profiling vv3.5.0 |
| Download configuration | config.json |
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 153 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2502401 |
| Minimum | 0 |
|---|---|
| Maximum | 27 |
| Zeros | 6977 |
| Zeros (%) | 47.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 115.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 9 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 3.2880417 |
|---|---|
| Coefficient of variation (CV) | 1.4611959 |
| Kurtosis | 5.1596807 |
| Mean | 2.2502401 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.0335591 |
| Sum | 32804 |
| Variance | 10.811218 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6977 | |
| 1 | 1580 | 10.7% |
| 2 | 1264 | 8.6% |
| 3 | 1114 | 7.6% |
| 4 | 882 | 6.0% |
| 5 | 700 | 4.8% |
| 6 | 485 | 3.3% |
| 7 | 385 | 2.6% |
| 8 | 303 | 2.1% |
| 9 | 252 | 1.7% |
| Other values (17) | 636 | 4.3% |
| Value | Count | Frequency (%) |
| 0 | 6977 | |
| 1 | 1580 | 10.7% |
| 2 | 1264 | 8.6% |
| 3 | 1114 | 7.6% |
| 4 | 882 | 6.0% |
| 5 | 700 | 4.8% |
| 6 | 485 | 3.3% |
| 7 | 385 | 2.6% |
| 8 | 303 | 2.1% |
| 9 | 252 | 1.7% |
| Value | Count | Frequency (%) |
| 27 | 1 | < 0.1% |
| 26 | 1 | < 0.1% |
| 24 | 3 | < 0.1% |
| 23 | 6 | < 0.1% |
| 22 | 7 | < 0.1% |
| 21 | 3 | < 0.1% |
| 20 | 3 | < 0.1% |
| 19 | 7 | < 0.1% |
| 18 | 14 | |
| 17 | 20 |
| Distinct | 2844 |
|---|---|
| Distinct (%) | 19.5% |
| Missing | 150 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 79.300762 |
| Minimum | 0 |
|---|---|
| Maximum | 3398.75 |
| Zeros | 7130 |
| Zeros (%) | 48.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 115.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 5 |
| Q3 | 91 |
| 95-th percentile | 341.42857 |
| Maximum | 3398.75 |
| Range | 3398.75 |
| Interquartile range (IQR) | 91 |
Descriptive statistics
| Standard deviation | 179.3747 |
|---|---|
| Coefficient of variation (CV) | 2.2619543 |
| Kurtosis | 55.120503 |
| Mean | 79.300762 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 5.9224868 |
| Sum | 1156284.4 |
| Variance | 32175.283 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 7130 | |
| 4 | 76 | 0.5% |
| 5 | 62 | 0.4% |
| 11 | 55 | 0.4% |
| 6 | 49 | 0.3% |
| 14 | 44 | 0.3% |
| 10 | 42 | 0.3% |
| 7 | 41 | 0.3% |
| 15 | 40 | 0.3% |
| 9 | 39 | 0.3% |
| Other values (2834) | 7003 | |
| (Missing) | 150 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 7130 | |
| 1.333333333 | 3 | < 0.1% |
| 2 | 17 | 0.1% |
| 3 | 33 | 0.2% |
| 3.5 | 5 | < 0.1% |
| 4 | 76 | 0.5% |
| 4.5 | 4 | < 0.1% |
| 4.75 | 1 | < 0.1% |
| 5 | 62 | 0.4% |
| 5.066666667 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 3398.75 | 1 | < 0.1% |
| 2720.5 | 1 | < 0.1% |
| 2657.318056 | 4 | |
| 2629.253968 | 1 | < 0.1% |
| 2407.42381 | 2 | |
| 2156.166667 | 1 | < 0.1% |
| 2137.112745 | 1 | < 0.1% |
| 2086.75 | 1 | < 0.1% |
| 2047.234848 | 1 | < 0.1% |
| 1951.279141 | 2 |
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 153 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.49073947 |
| Minimum | 0 |
|---|---|
| Maximum | 24 |
| Zeros | 11525 |
| Zeros (%) | 78.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 115.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 24 |
| Range | 24 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.2523765 |
|---|---|
| Coefficient of variation (CV) | 2.5520191 |
| Kurtosis | 28.409076 |
| Mean | 0.49073947 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.1454294 |
| Sum | 7154 |
| Variance | 1.5684469 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 11525 | |
| 1 | 1206 | 8.2% |
| 2 | 859 | 5.8% |
| 3 | 452 | 3.1% |
| 4 | 239 | 1.6% |
| 5 | 119 | 0.8% |
| 6 | 89 | 0.6% |
| 7 | 40 | 0.3% |
| 8 | 13 | 0.1% |
| 9 | 12 | 0.1% |
| Other values (7) | 24 | 0.2% |
| (Missing) | 153 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 11525 | |
| 1 | 1206 | 8.2% |
| 2 | 859 | 5.8% |
| 3 | 452 | 3.1% |
| 4 | 239 | 1.6% |
| 5 | 119 | 0.8% |
| 6 | 89 | 0.6% |
| 7 | 40 | 0.3% |
| 8 | 13 | 0.1% |
| 9 | 12 | 0.1% |
| Value | Count | Frequency (%) |
| 24 | 1 | < 0.1% |
| 16 | 2 | < 0.1% |
| 14 | 2 | < 0.1% |
| 13 | 4 | < 0.1% |
| 12 | 5 | < 0.1% |
| 11 | 1 | < 0.1% |
| 10 | 9 | 0.1% |
| 9 | 12 | 0.1% |
| 8 | 13 | 0.1% |
| 7 | 40 |
| Distinct | 1084 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 135 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.455943 |
| Minimum | 0 |
|---|---|
| Maximum | 2549.375 |
| Zeros | 11804 |
| Zeros (%) | 80.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 115.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 187 |
| Maximum | 2549.375 |
| Range | 2549.375 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 140.14626 |
|---|---|
| Coefficient of variation (CV) | 4.1889794 |
| Kurtosis | 85.65435 |
| Mean | 33.455943 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.9979972 |
| Sum | 488322.94 |
| Variance | 19640.973 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 11804 | |
| 13 | 35 | 0.2% |
| 10 | 34 | 0.2% |
| 9 | 33 | 0.2% |
| 11 | 30 | 0.2% |
| 16 | 28 | 0.2% |
| 12 | 27 | 0.2% |
| 8 | 25 | 0.2% |
| 6 | 25 | 0.2% |
| 7 | 24 | 0.2% |
| Other values (1074) | 2531 | 17.2% |
| (Missing) | 135 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 11804 | |
| 1 | 2 | < 0.1% |
| 1.5 | 1 | < 0.1% |
| 2 | 12 | 0.1% |
| 2.5 | 3 | < 0.1% |
| 3 | 16 | 0.1% |
| 4 | 19 | 0.1% |
| 5 | 19 | 0.1% |
| 5.5 | 4 | < 0.1% |
| 6 | 25 | 0.2% |
| Value | Count | Frequency (%) |
| 2549.375 | 2 | |
| 2256.916667 | 1 | < 0.1% |
| 2252.033333 | 1 | < 0.1% |
| 2195.3 | 1 | < 0.1% |
| 2166.5 | 2 | |
| 2050.433333 | 1 | < 0.1% |
| 1949.166667 | 4 | |
| 1830.5 | 1 | < 0.1% |
| 1779.166667 | 1 | < 0.1% |
| 1778 | 1 | < 0.1% |
ProductDescriptionPage
Real number (ℝ)
| Distinct | 294 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 123 |
| Missing (%) | 0.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.559488 |
| Minimum | 0 |
|---|---|
| Maximum | 705 |
| Zeros | 46 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 115.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 7 |
| median | 17.5 |
| Q3 | 38 |
| 95-th percentile | 111 |
| Maximum | 705 |
| Range | 705 |
| Interquartile range (IQR) | 31 |
Descriptive statistics
| Standard deviation | 44.897089 |
|---|---|
| Coefficient of variation (CV) | 1.4226178 |
| Kurtosis | 33.034005 |
| Mean | 31.559488 |
| Median Absolute Deviation (MAD) | 12.5 |
| Skewness | 4.4590316 |
| Sum | 461021 |
| Variance | 2015.7486 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 785 | 5.3% |
| 2 | 564 | 3.8% |
| 3 | 554 | 3.8% |
| 6 | 506 | 3.4% |
| 4 | 501 | 3.4% |
| 7 | 469 | 3.2% |
| 5 | 452 | 3.1% |
| 8 | 416 | 2.8% |
| 10 | 410 | 2.8% |
| 9 | 372 | 2.5% |
| Other values (284) | 9579 |
| Value | Count | Frequency (%) |
| 0 | 46 | 0.3% |
| 1 | 785 | |
| 2 | 564 | |
| 3 | 554 | |
| 4 | 501 | |
| 5 | 452 | |
| 6 | 506 | |
| 7 | 469 | |
| 8 | 416 | |
| 9 | 372 |
| Value | Count | Frequency (%) |
| 705 | 1 | |
| 686 | 2 | |
| 584 | 1 | |
| 534 | 1 | |
| 518 | 1 | |
| 517 | 1 | |
| 501 | 2 | |
| 486 | 2 | |
| 470 | 1 | |
| 449 | 2 |
| Distinct | 7933 |
|---|---|
| Distinct (%) | 54.5% |
| Missing | 167 |
| Missing (%) | 1.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1184.3461 |
| Minimum | 0 |
|---|---|
| Maximum | 63973.522 |
| Zeros | 957 |
| Zeros (%) | 6.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 115.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 173.1875 |
| median | 584.33333 |
| Q3 | 1434.2551 |
| 95-th percentile | 4232.5228 |
| Maximum | 63973.522 |
| Range | 63973.522 |
| Interquartile range (IQR) | 1261.0676 |
Descriptive statistics
| Standard deviation | 2009.4963 |
|---|---|
| Coefficient of variation (CV) | 1.6967138 |
| Kurtosis | 173.541 |
| Mean | 1184.3461 |
| Median Absolute Deviation (MAD) | 493.25583 |
| Skewness | 8.5807537 |
| Sum | 17248816 |
| Variance | 4038075.4 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 957 | 6.5% |
| 17 | 27 | 0.2% |
| 11 | 21 | 0.1% |
| 8 | 21 | 0.1% |
| 7 | 20 | 0.1% |
| 14 | 20 | 0.1% |
| 15 | 19 | 0.1% |
| 60 | 18 | 0.1% |
| 63 | 17 | 0.1% |
| 50 | 17 | 0.1% |
| Other values (7923) | 13427 | |
| (Missing) | 167 | 1.1% |
| Value | Count | Frequency (%) |
| 0 | 957 | |
| 0.5 | 2 | < 0.1% |
| 1 | 2 | < 0.1% |
| 2.333333333 | 2 | < 0.1% |
| 2.666666667 | 1 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 11 | 0.1% |
| 5 | 10 | 0.1% |
| 5.333333333 | 1 | < 0.1% |
| 6 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 63973.52223 | 2 | |
| 43171.23338 | 1 | < 0.1% |
| 29970.46597 | 4 | |
| 27009.85943 | 1 | < 0.1% |
| 24844.1562 | 1 | < 0.1% |
| 23888.81 | 1 | < 0.1% |
| 23342.08205 | 2 | |
| 23050.10414 | 2 | |
| 21857.04648 | 2 | |
| 21672.24425 | 2 |
| Distinct | 1628 |
|---|---|
| Distinct (%) | 11.2% |
| Missing | 151 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.023365957 |
| Minimum | 0 |
|---|---|
| Maximum | 0.2 |
| Zeros | 6409 |
| Zeros (%) | 43.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 115.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.003478261 |
| Q3 | 0.018181818 |
| 95-th percentile | 0.2 |
| Maximum | 0.2 |
| Range | 0.2 |
| Interquartile range (IQR) | 0.018181818 |
Descriptive statistics
| Standard deviation | 0.050010552 |
|---|---|
| Coefficient of variation (CV) | 2.1403169 |
| Kurtosis | 6.952879 |
| Mean | 0.023365957 |
| Median Absolute Deviation (MAD) | 0.003478261 |
| Skewness | 2.8306078 |
| Sum | 340.67565 |
| Variance | 0.0025010554 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 6409 | |
| 0.2 | 895 | 6.1% |
| 0.066666667 | 160 | 1.1% |
| 0.05 | 135 | 0.9% |
| 0.028571429 | 132 | 0.9% |
| 0.033333333 | 124 | 0.8% |
| 0.1 | 121 | 0.8% |
| 0.016666667 | 120 | 0.8% |
| 0.025 | 115 | 0.8% |
| 0.022222222 | 111 | 0.8% |
| Other values (1618) | 6258 | |
| (Missing) | 151 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 6409 | |
| 3.35 × 10-5 | 2 | < 0.1% |
| 3.83 × 10-5 | 1 | < 0.1% |
| 3.94 × 10-5 | 1 | < 0.1% |
| 7.09 × 10-5 | 1 | < 0.1% |
| 7.27 × 10-5 | 1 | < 0.1% |
| 7.5 × 10-5 | 1 | < 0.1% |
| 8.01 × 10-5 | 1 | < 0.1% |
| 8.08 × 10-5 | 1 | < 0.1% |
| 0.000123762 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.2 | 895 | |
| 0.183333333 | 1 | < 0.1% |
| 0.18 | 6 | < 0.1% |
| 0.175 | 2 | < 0.1% |
| 0.166666667 | 5 | < 0.1% |
| 0.164285714 | 1 | < 0.1% |
| 0.164230769 | 2 | < 0.1% |
| 0.161904762 | 1 | < 0.1% |
| 0.16 | 4 | < 0.1% |
| 0.155555556 | 5 | < 0.1% |
GoogleMetric:Exit Rates
Real number (ℝ)
| Distinct | 4051 |
|---|---|
| Distinct (%) | 27.7% |
| Missing | 129 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.044664125 |
| Minimum | 0 |
|---|---|
| Maximum | 0.2 |
| Zeros | 77 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 115.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.004761905 |
| Q1 | 0.014501543 |
| median | 0.026406456 |
| Q3 | 0.05 |
| 95-th percentile | 0.2 |
| Maximum | 0.2 |
| Range | 0.2 |
| Interquartile range (IQR) | 0.035498457 |
Descriptive statistics
| Standard deviation | 0.049912317 |
|---|---|
| Coefficient of variation (CV) | 1.1175035 |
| Kurtosis | 3.559785 |
| Mean | 0.044664125 |
| Median Absolute Deviation (MAD) | 0.01464175 |
| Skewness | 2.0677222 |
| Sum | 652.18556 |
| Variance | 0.0024912394 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 913 | 6.2% |
| 0.05 | 410 | 2.8% |
| 0.1 | 404 | 2.7% |
| 0.033333333 | 339 | 2.3% |
| 0.066666667 | 313 | 2.1% |
| 0.04 | 267 | 1.8% |
| 0.025 | 266 | 1.8% |
| 0.022222222 | 207 | 1.4% |
| 0.02 | 201 | 1.4% |
| 0.016666667 | 199 | 1.4% |
| Other values (4041) | 11083 |
| Value | Count | Frequency (%) |
| 0 | 77 | |
| 0.000175593 | 1 | < 0.1% |
| 0.000250438 | 2 | < 0.1% |
| 0.000262123 | 2 | < 0.1% |
| 0.000263158 | 1 | < 0.1% |
| 0.000292398 | 2 | < 0.1% |
| 0.000409836 | 1 | < 0.1% |
| 0.000446429 | 2 | < 0.1% |
| 0.000468384 | 2 | < 0.1% |
| 0.000480769 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.2 | 913 | |
| 0.188888889 | 4 | < 0.1% |
| 0.186666667 | 6 | < 0.1% |
| 0.183333333 | 3 | < 0.1% |
| 0.18034188 | 1 | < 0.1% |
| 0.18 | 2 | < 0.1% |
| 0.177777778 | 8 | 0.1% |
| 0.175 | 5 | < 0.1% |
| 0.173809524 | 1 | < 0.1% |
| 0.173333333 | 1 | < 0.1% |
GoogleMetric:Page Values
Real number (ℝ)
| Distinct | 2120 |
|---|---|
| Distinct (%) | 14.5% |
| Missing | 132 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.8126205 |
| Minimum | 0 |
|---|---|
| Maximum | 361.76374 |
| Zeros | 11787 |
| Zeros (%) | 80.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 115.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 31.768223 |
| Maximum | 361.76374 |
| Range | 361.76374 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 16.887366 |
|---|---|
| Coefficient of variation (CV) | 3.5089753 |
| Kurtosis | 94.521451 |
| Mean | 4.8126205 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.5881032 |
| Sum | 70259.446 |
| Variance | 285.18315 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 11787 | |
| 42.29306752 | 5 | < 0.1% |
| 53.988 | 5 | < 0.1% |
| 4.212415755 | 4 | < 0.1% |
| 6.733744751 | 4 | < 0.1% |
| 6.099899016 | 4 | < 0.1% |
| 10.48533333 | 4 | < 0.1% |
| 42.8662809 | 4 | < 0.1% |
| 10.80188719 | 4 | < 0.1% |
| 32.4141704 | 4 | < 0.1% |
| Other values (2110) | 2774 | 18.8% |
| (Missing) | 132 | 0.9% |
| Value | Count | Frequency (%) |
| 0 | 11787 | |
| 0.067049546 | 1 | < 0.1% |
| 0.093546949 | 1 | < 0.1% |
| 0.098621403 | 1 | < 0.1% |
| 0.131837013 | 2 | < 0.1% |
| 0.139200623 | 1 | < 0.1% |
| 0.150650498 | 2 | < 0.1% |
| 0.154821253 | 1 | < 0.1% |
| 0.17982681 | 1 | < 0.1% |
| 0.25272174 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 361.7637419 | 1 | < 0.1% |
| 360.9533839 | 2 | |
| 287.9537928 | 1 | < 0.1% |
| 270.7846931 | 1 | < 0.1% |
| 255.5691579 | 2 | |
| 254.6071579 | 1 | < 0.1% |
| 246.7585902 | 3 | |
| 239.98 | 1 | < 0.1% |
| 218.8649096 | 2 | |
| 218.3951915 | 2 |
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 150 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.064083396 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 13034 |
| Zeros (%) | 88.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 115.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0.6 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.20258285 |
|---|---|
| Coefficient of variation (CV) | 3.1612378 |
| Kurtosis | 9.3345247 |
| Mean | 0.064083396 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.217069 |
| Sum | 934.4 |
| Variance | 0.041039813 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13034 | |
| 0.6 | 427 | 2.9% |
| 0.8 | 398 | 2.7% |
| 0.4 | 313 | 2.1% |
| 0.2 | 218 | 1.5% |
| 1 | 191 | 1.3% |
| (Missing) | 150 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 13034 | |
| 0.2 | 218 | 1.5% |
| 0.4 | 313 | 2.1% |
| 0.6 | 427 | 2.9% |
| 0.8 | 398 | 2.7% |
| 1 | 191 | 1.3% |
| Value | Count | Frequency (%) |
| 1 | 191 | 1.3% |
| 0.8 | 398 | 2.7% |
| 0.6 | 427 | 2.9% |
| 0.4 | 313 | 2.1% |
| 0.2 | 218 | 1.5% |
| 0 | 13034 |
Month_SeasonalPurchase
Categorical
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 144 |
| Missing (%) | 1.0% |
| Memory size | 115.2 KiB |
| May | |
|---|---|
| Nov | |
| Mar | |
| Dec | |
| Oct | |
| Other values (5) |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.0239254 |
| Min length | 3 |
Characters and Unicode
| Total characters | 44110 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Feb |
|---|---|
| 2nd row | Feb |
| 3rd row | Feb |
| 4th row | Feb |
| 5th row | Feb |
Common Values
| Value | Count | Frequency (%) |
| May | 4121 | |
| Nov | 3439 | |
| Mar | 2300 | |
| Dec | 2013 | |
| Oct | 628 | 4.3% |
| Sep | 519 | 3.5% |
| Aug | 510 | 3.5% |
| Jul | 487 | 3.3% |
| June | 349 | 2.4% |
| Feb | 221 | 1.5% |
| (Missing) | 144 | 1.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| may | 4121 | |
| nov | 3439 | |
| mar | 2300 | |
| dec | 2013 | |
| oct | 628 | 4.3% |
| sep | 519 | 3.6% |
| aug | 510 | 3.5% |
| jul | 487 | 3.3% |
| june | 349 | 2.4% |
| feb | 221 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| M | 6421 | |
| a | 6421 | |
| y | 4121 | |
| N | 3439 | |
| o | 3439 | |
| v | 3439 | |
| e | 3102 | |
| c | 2641 | 6.0% |
| r | 2300 | 5.2% |
| D | 2013 | 4.6% |
| Other values (12) | 6774 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 29523 | |
| Uppercase Letter | 14587 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 6421 | |
| y | 4121 | |
| o | 3439 | |
| v | 3439 | |
| e | 3102 | |
| c | 2641 | |
| r | 2300 | 7.8% |
| u | 1346 | 4.6% |
| t | 628 | 2.1% |
| p | 519 | 1.8% |
| Other values (4) | 1567 | 5.3% |
Uppercase Letter
| Value | Count | Frequency (%) |
| M | 6421 | |
| N | 3439 | |
| D | 2013 | 13.8% |
| J | 836 | 5.7% |
| O | 628 | 4.3% |
| S | 519 | 3.6% |
| A | 510 | 3.5% |
| F | 221 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 44110 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| M | 6421 | |
| a | 6421 | |
| y | 4121 | |
| N | 3439 | |
| o | 3439 | |
| v | 3439 | |
| e | 3102 | |
| c | 2641 | 6.0% |
| r | 2300 | 5.2% |
| D | 2013 | 4.6% |
| Other values (12) | 6774 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 44110 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| M | 6421 | |
| a | 6421 | |
| y | 4121 | |
| N | 3439 | |
| o | 3439 | |
| v | 3439 | |
| e | 3102 | |
| c | 2641 | 6.0% |
| r | 2300 | 5.2% |
| D | 2013 | 4.6% |
| Other values (12) | 6774 |
OS
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 134 |
| Missing (%) | 0.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1224224 |
| Minimum | 1 |
|---|---|
| Maximum | 8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 115.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.91440435 |
|---|---|
| Coefficient of variation (CV) | 0.43083052 |
| Kurtosis | 10.529658 |
| Mean | 2.1224224 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.0876368 |
| Sum | 30981 |
| Variance | 0.83613532 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 7832 | |
| 1 | 3072 | 20.9% |
| 3 | 2987 | 20.3% |
| 4 | 572 | 3.9% |
| 8 | 96 | 0.7% |
| 6 | 26 | 0.2% |
| 7 | 6 | < 0.1% |
| 5 | 6 | < 0.1% |
| (Missing) | 134 | 0.9% |
| Value | Count | Frequency (%) |
| 1 | 3072 | 20.9% |
| 2 | 7832 | |
| 3 | 2987 | 20.3% |
| 4 | 572 | 3.9% |
| 5 | 6 | < 0.1% |
| 6 | 26 | 0.2% |
| 7 | 6 | < 0.1% |
| 8 | 96 | 0.7% |
| Value | Count | Frequency (%) |
| 8 | 96 | 0.7% |
| 7 | 6 | < 0.1% |
| 6 | 26 | 0.2% |
| 5 | 6 | < 0.1% |
| 4 | 572 | 3.9% |
| 3 | 2987 | 20.3% |
| 2 | 7832 | |
| 1 | 3072 | 20.9% |
SearchEngine
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 122 |
| Missing (%) | 0.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3566295 |
| Minimum | 1 |
|---|---|
| Maximum | 13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 115.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 13 |
| Range | 12 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.7218229 |
|---|---|
| Coefficient of variation (CV) | 0.73062946 |
| Kurtosis | 12.590887 |
| Mean | 2.3566295 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.2247015 |
| Sum | 34428 |
| Variance | 2.9646742 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 9382 | |
| 1 | 2959 | 20.1% |
| 4 | 879 | 6.0% |
| 5 | 539 | 3.7% |
| 6 | 211 | 1.4% |
| 10 | 200 | 1.4% |
| 8 | 154 | 1.0% |
| 3 | 127 | 0.9% |
| 13 | 73 | 0.5% |
| 7 | 69 | 0.5% |
| Other values (3) | 16 | 0.1% |
| (Missing) | 122 | 0.8% |
| Value | Count | Frequency (%) |
| 1 | 2959 | 20.1% |
| 2 | 9382 | |
| 3 | 127 | 0.9% |
| 4 | 879 | 6.0% |
| 5 | 539 | 3.7% |
| 6 | 211 | 1.4% |
| 7 | 69 | 0.5% |
| 8 | 154 | 1.0% |
| 9 | 1 | < 0.1% |
| 10 | 200 | 1.4% |
| Value | Count | Frequency (%) |
| 13 | 73 | 0.5% |
| 12 | 9 | 0.1% |
| 11 | 6 | < 0.1% |
| 10 | 200 | 1.4% |
| 9 | 1 | < 0.1% |
| 8 | 154 | 1.0% |
| 7 | 69 | 0.5% |
| 6 | 211 | 1.4% |
| 5 | 539 | |
| 4 | 879 |
Zone
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 117 |
| Missing (%) | 0.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.1556726 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 115.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4051549 |
|---|---|
| Coefficient of variation (CV) | 0.76216869 |
| Kurtosis | -0.18028937 |
| Mean | 3.1556726 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.97320412 |
| Sum | 46117 |
| Variance | 5.78477 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 5648 | |
| 3 | 2853 | |
| 4 | 1374 | 9.3% |
| 2 | 1353 | 9.2% |
| 6 | 970 | 6.6% |
| 7 | 943 | 6.4% |
| 9 | 601 | 4.1% |
| 8 | 506 | 3.4% |
| 5 | 366 | 2.5% |
| (Missing) | 117 | 0.8% |
| Value | Count | Frequency (%) |
| 1 | 5648 | |
| 2 | 1353 | 9.2% |
| 3 | 2853 | |
| 4 | 1374 | 9.3% |
| 5 | 366 | 2.5% |
| 6 | 970 | 6.6% |
| 7 | 943 | 6.4% |
| 8 | 506 | 3.4% |
| 9 | 601 | 4.1% |
| Value | Count | Frequency (%) |
| 9 | 601 | 4.1% |
| 8 | 506 | 3.4% |
| 7 | 943 | 6.4% |
| 6 | 970 | 6.6% |
| 5 | 366 | 2.5% |
| 4 | 1374 | 9.3% |
| 3 | 2853 | |
| 2 | 1353 | 9.2% |
| 1 | 5648 |
Type of Traffic
Real number (ℝ)
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 143 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0901426 |
| Minimum | 1 |
|---|---|
| Maximum | 20 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 115.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 13 |
| Maximum | 20 |
| Range | 19 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 4.0401466 |
|---|---|
| Coefficient of variation (CV) | 0.98777648 |
| Kurtosis | 3.2862002 |
| Mean | 4.0901426 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.9285814 |
| Sum | 59667 |
| Variance | 16.322785 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 4553 | |
| 1 | 2919 | |
| 3 | 2463 | |
| 4 | 1300 | 8.8% |
| 13 | 930 | 6.3% |
| 10 | 546 | 3.7% |
| 6 | 505 | 3.4% |
| 8 | 388 | 2.6% |
| 11 | 284 | 1.9% |
| 5 | 284 | 1.9% |
| Other values (10) | 416 | 2.8% |
| Value | Count | Frequency (%) |
| 1 | 2919 | |
| 2 | 4553 | |
| 3 | 2463 | |
| 4 | 1300 | 8.8% |
| 5 | 284 | 1.9% |
| 6 | 505 | 3.4% |
| 7 | 42 | 0.3% |
| 8 | 388 | 2.6% |
| 9 | 52 | 0.4% |
| 10 | 546 | 3.7% |
| Value | Count | Frequency (%) |
| 20 | 225 | 1.5% |
| 19 | 20 | 0.1% |
| 18 | 13 | 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 4 | < 0.1% |
| 15 | 44 | 0.3% |
| 14 | 14 | 0.1% |
| 13 | 930 | |
| 12 | 1 | < 0.1% |
| 11 | 284 | 1.9% |
CustomerType
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 144 |
| Missing (%) | 1.0% |
| Memory size | 115.2 KiB |
| Returning_Visitor | |
|---|---|
| New_Visitor | |
| Other | 112 |
Length
| Max length | 17 |
|---|---|
| Median length | 17 |
| Mean length | 16.116062 |
| Min length | 5 |
Characters and Unicode
| Total characters | 235085 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Returning_Visitor |
|---|---|
| 2nd row | Returning_Visitor |
| 3rd row | Returning_Visitor |
| 4th row | Returning_Visitor |
| 5th row | Returning_Visitor |
Common Values
| Value | Count | Frequency (%) |
| Returning_Visitor | 12550 | |
| New_Visitor | 1925 | 13.1% |
| Other | 112 | 0.8% |
| (Missing) | 144 | 1.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| returning_visitor | 12550 | |
| new_visitor | 1925 | 13.2% |
| other | 112 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 41500 | |
| t | 27137 | |
| r | 27137 | |
| n | 25100 | |
| e | 14587 | 6.2% |
| _ | 14475 | 6.2% |
| V | 14475 | 6.2% |
| s | 14475 | 6.2% |
| o | 14475 | 6.2% |
| R | 12550 | 5.3% |
| Other values (6) | 29174 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 191548 | |
| Uppercase Letter | 29062 | 12.4% |
| Connector Punctuation | 14475 | 6.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 41500 | |
| t | 27137 | |
| r | 27137 | |
| n | 25100 | |
| e | 14587 | 7.6% |
| s | 14475 | 7.6% |
| o | 14475 | 7.6% |
| u | 12550 | 6.6% |
| g | 12550 | 6.6% |
| w | 1925 | 1.0% |
Uppercase Letter
| Value | Count | Frequency (%) |
| V | 14475 | |
| R | 12550 | |
| N | 1925 | 6.6% |
| O | 112 | 0.4% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 14475 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 220610 | |
| Common | 14475 | 6.2% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 41500 | |
| t | 27137 | |
| r | 27137 | |
| n | 25100 | |
| e | 14587 | 6.6% |
| V | 14475 | 6.6% |
| s | 14475 | 6.6% |
| o | 14475 | 6.6% |
| R | 12550 | 5.7% |
| u | 12550 | 5.7% |
| Other values (5) | 16624 |
Common
| Value | Count | Frequency (%) |
| _ | 14475 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 235085 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 41500 | |
| t | 27137 | |
| r | 27137 | |
| n | 25100 | |
| e | 14587 | 6.2% |
| _ | 14475 | 6.2% |
| V | 14475 | 6.2% |
| s | 14475 | 6.2% |
| o | 14475 | 6.2% |
| R | 12550 | 5.3% |
| Other values (6) | 29174 |
Gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 145 |
| Missing (%) | 1.0% |
| Memory size | 115.2 KiB |
| Not Specified | |
|---|---|
| Female | |
| Male |
Length
| Max length | 13 |
|---|---|
| Median length | 6 |
| Mean length | 7.7293981 |
| Min length | 4 |
Characters and Unicode
| Total characters | 112741 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Specified |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Not Specified | 4971 | |
| Female | 4829 | |
| Male | 4786 | |
| (Missing) | 145 | 1.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| not | 4971 | |
| specified | 4971 | |
| female | 4829 | |
| male | 4786 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 24386 | |
| i | 9942 | 8.8% |
| a | 9615 | 8.5% |
| l | 9615 | 8.5% |
| N | 4971 | 4.4% |
| o | 4971 | 4.4% |
| t | 4971 | 4.4% |
| 4971 | 4.4% | |
| S | 4971 | 4.4% |
| p | 4971 | 4.4% |
| Other values (6) | 29357 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 88213 | |
| Uppercase Letter | 19557 | 17.3% |
| Space Separator | 4971 | 4.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 24386 | |
| i | 9942 | |
| a | 9615 | 10.9% |
| l | 9615 | 10.9% |
| o | 4971 | 5.6% |
| t | 4971 | 5.6% |
| p | 4971 | 5.6% |
| c | 4971 | 5.6% |
| f | 4971 | 5.6% |
| d | 4971 | 5.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 4971 | |
| S | 4971 | |
| F | 4829 | |
| M | 4786 |
Space Separator
| Value | Count | Frequency (%) |
| 4971 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 107770 | |
| Common | 4971 | 4.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 24386 | |
| i | 9942 | |
| a | 9615 | 8.9% |
| l | 9615 | 8.9% |
| N | 4971 | 4.6% |
| o | 4971 | 4.6% |
| t | 4971 | 4.6% |
| S | 4971 | 4.6% |
| p | 4971 | 4.6% |
| c | 4971 | 4.6% |
| Other values (5) | 24386 |
Common
| Value | Count | Frequency (%) |
| 4971 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 112741 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 24386 | |
| i | 9942 | 8.8% |
| a | 9615 | 8.5% |
| l | 9615 | 8.5% |
| N | 4971 | 4.4% |
| o | 4971 | 4.4% |
| t | 4971 | 4.4% |
| 4971 | 4.4% | |
| S | 4971 | 4.4% |
| p | 4971 | 4.4% |
| Other values (6) | 29357 |
Cookies Setting
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 144 |
| Missing (%) | 1.0% |
| Memory size | 115.2 KiB |
| Deny | |
|---|---|
| Required | |
| ALL |
Length
| Max length | 8 |
|---|---|
| Median length | 4 |
| Mean length | 5.0085693 |
| Min length | 3 |
Characters and Unicode
| Total characters | 73060 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Deny |
|---|---|
| 2nd row | Deny |
| 3rd row | ALL |
| 4th row | ALL |
| 5th row | Deny |
Common Values
| Value | Count | Frequency (%) |
| Deny | 4964 | |
| Required | 4867 | |
| ALL | 4756 | |
| (Missing) | 144 | 1.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| deny | 4964 | |
| required | 4867 | |
| all | 4756 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 14698 | |
| L | 9512 | |
| D | 4964 | 6.8% |
| n | 4964 | 6.8% |
| y | 4964 | 6.8% |
| R | 4867 | 6.7% |
| q | 4867 | 6.7% |
| u | 4867 | 6.7% |
| i | 4867 | 6.7% |
| r | 4867 | 6.7% |
| Other values (2) | 9623 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 48961 | |
| Uppercase Letter | 24099 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 14698 | |
| n | 4964 | 10.1% |
| y | 4964 | 10.1% |
| q | 4867 | 9.9% |
| u | 4867 | 9.9% |
| i | 4867 | 9.9% |
| r | 4867 | 9.9% |
| d | 4867 | 9.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| L | 9512 | |
| D | 4964 | |
| R | 4867 | |
| A | 4756 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 73060 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 14698 | |
| L | 9512 | |
| D | 4964 | 6.8% |
| n | 4964 | 6.8% |
| y | 4964 | 6.8% |
| R | 4867 | 6.7% |
| q | 4867 | 6.7% |
| u | 4867 | 6.7% |
| i | 4867 | 6.7% |
| r | 4867 | 6.7% |
| Other values (2) | 9623 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 73060 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 14698 | |
| L | 9512 | |
| D | 4964 | 6.8% |
| n | 4964 | 6.8% |
| y | 4964 | 6.8% |
| R | 4867 | 6.7% |
| q | 4867 | 6.7% |
| u | 4867 | 6.7% |
| i | 4867 | 6.7% |
| r | 4867 | 6.7% |
| Other values (2) | 9623 |
Education
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 136 |
| Missing (%) | 0.9% |
| Memory size | 115.2 KiB |
| Others | |
|---|---|
| Graduate | |
| Diploma | |
| Not Specified |
Length
| Max length | 13 |
|---|---|
| Median length | 8 |
| Mean length | 8.4467283 |
| Min length | 6 |
Characters and Unicode
| Total characters | 123280 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Not Specified |
|---|---|
| 2nd row | Others |
| 3rd row | Others |
| 4th row | Diploma |
| 5th row | Diploma |
Common Values
| Value | Count | Frequency (%) |
| Others | 3726 | |
| Graduate | 3691 | |
| Diploma | 3653 | |
| Not Specified | 3525 | |
| (Missing) | 136 | 0.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| others | 3726 | |
| graduate | 3691 | |
| diploma | 3653 | |
| not | 3525 | |
| specified | 3525 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 14467 | 11.7% |
| a | 11035 | 9.0% |
| t | 10942 | 8.9% |
| i | 10703 | 8.7% |
| r | 7417 | 6.0% |
| d | 7216 | 5.9% |
| o | 7178 | 5.8% |
| p | 7178 | 5.8% |
| O | 3726 | 3.0% |
| h | 3726 | 3.0% |
| Other values (11) | 39692 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 101635 | |
| Uppercase Letter | 18120 | 14.7% |
| Space Separator | 3525 | 2.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 14467 | |
| a | 11035 | |
| t | 10942 | |
| i | 10703 | |
| r | 7417 | |
| d | 7216 | 7.1% |
| o | 7178 | 7.1% |
| p | 7178 | 7.1% |
| h | 3726 | 3.7% |
| s | 3726 | 3.7% |
| Other values (5) | 18047 |
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 3726 | |
| G | 3691 | |
| D | 3653 | |
| N | 3525 | |
| S | 3525 |
Space Separator
| Value | Count | Frequency (%) |
| 3525 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 119755 | |
| Common | 3525 | 2.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 14467 | |
| a | 11035 | 9.2% |
| t | 10942 | 9.1% |
| i | 10703 | 8.9% |
| r | 7417 | 6.2% |
| d | 7216 | 6.0% |
| o | 7178 | 6.0% |
| p | 7178 | 6.0% |
| O | 3726 | 3.1% |
| h | 3726 | 3.1% |
| Other values (10) | 36167 |
Common
| Value | Count | Frequency (%) |
| 3525 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 123280 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 14467 | 11.7% |
| a | 11035 | 9.0% |
| t | 10942 | 8.9% |
| i | 10703 | 8.7% |
| r | 7417 | 6.0% |
| d | 7216 | 5.9% |
| o | 7178 | 5.8% |
| p | 7178 | 5.8% |
| O | 3726 | 3.0% |
| h | 3726 | 3.0% |
| Other values (11) | 39692 |
Marital Status
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 130 |
| Missing (%) | 0.9% |
| Memory size | 115.2 KiB |
| Other | |
|---|---|
| Single | |
| Married |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 5.9847956 |
| Min length | 5 |
Characters and Unicode
| Total characters | 87384 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Other |
|---|---|
| 2nd row | Married |
| 3rd row | Married |
| 4th row | Single |
| 5th row | Other |
Common Values
| Value | Count | Frequency (%) |
| Other | 4952 | |
| Single | 4919 | |
| Married | 4730 | |
| (Missing) | 130 | 0.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| other | 4952 | |
| single | 4919 | |
| married | 4730 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 14601 | |
| r | 14412 | |
| i | 9649 | |
| O | 4952 | 5.7% |
| t | 4952 | 5.7% |
| h | 4952 | 5.7% |
| S | 4919 | 5.6% |
| n | 4919 | 5.6% |
| g | 4919 | 5.6% |
| l | 4919 | 5.6% |
| Other values (3) | 14190 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 72783 | |
| Uppercase Letter | 14601 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 14601 | |
| r | 14412 | |
| i | 9649 | |
| t | 4952 | 6.8% |
| h | 4952 | 6.8% |
| n | 4919 | 6.8% |
| g | 4919 | 6.8% |
| l | 4919 | 6.8% |
| a | 4730 | 6.5% |
| d | 4730 | 6.5% |
Uppercase Letter
| Value | Count | Frequency (%) |
| O | 4952 | |
| S | 4919 | |
| M | 4730 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 87384 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 14601 | |
| r | 14412 | |
| i | 9649 | |
| O | 4952 | 5.7% |
| t | 4952 | 5.7% |
| h | 4952 | 5.7% |
| S | 4919 | 5.6% |
| n | 4919 | 5.6% |
| g | 4919 | 5.6% |
| l | 4919 | 5.6% |
| Other values (3) | 14190 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 87384 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 14601 | |
| r | 14412 | |
| i | 9649 | |
| O | 4952 | 5.7% |
| t | 4952 | 5.7% |
| h | 4952 | 5.7% |
| S | 4919 | 5.6% |
| n | 4919 | 5.6% |
| g | 4919 | 5.6% |
| l | 4919 | 5.6% |
| Other values (3) | 14190 |
WeekendPurchase
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 121 |
| Missing (%) | 0.8% |
| Memory size | 115.2 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 43830 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 0.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 11189 | |
| 1.0 | 3421 | 23.2% |
| (Missing) | 121 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 11189 | |
| 1.0 | 3421 | 23.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 25799 | |
| . | 14610 | |
| 1 | 3421 | 7.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 29220 | |
| Other Punctuation | 14610 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 25799 | |
| 1 | 3421 | 11.7% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 14610 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 43830 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 25799 | |
| . | 14610 | |
| 1 | 3421 | 7.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 43830 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 25799 | |
| . | 14610 | |
| 1 | 3421 | 7.8% |
Made_Purchase
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.5 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 9065 | |
| True | 5666 |
Auto
The auto setting is an interpretable pairwise column metric of the following mapping:- Variable_type-Variable_type : Method, Range
- Categorical-Categorical : Cramer's V, [0,1]
- Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
- Numerical-Numerical : Spearman's ρ, [-1,1]
This configuration uses the recommended metric for each pair of columns.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.| HomePage | HomePage_Duration | LandingPage | LandingPage_Duration | ProductDescriptionPage | ProductDescriptionPage_Duration | GoogleMetric:Bounce Rates | GoogleMetric:Exit Rates | GoogleMetric:Page Values | SeasonalPurchase | Month_SeasonalPurchase | OS | SearchEngine | Zone | Type of Traffic | CustomerType | Gender | Cookies Setting | Education | Marital Status | WeekendPurchase | Made_Purchase | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.000000 | 0.20 | 0.200000 | 0.0 | 0.0 | Feb | 4.0 | 1.0 | 9.0 | 3.0 | Returning_Visitor | Not Specified | Deny | Not Specified | Other | 0.0 | False |
| 1 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 2.666667 | 0.05 | 0.140000 | 0.0 | 0.0 | Feb | 3.0 | 2.0 | 2.0 | 4.0 | Returning_Visitor | Female | Deny | Others | Married | 0.0 | False |
| 2 | 0.0 | 0.0 | 0.0 | 0.0 | 10.0 | 627.500000 | 0.02 | 0.050000 | 0.0 | 0.0 | Feb | 3.0 | 3.0 | 1.0 | 4.0 | Returning_Visitor | Female | ALL | Others | Married | 1.0 | False |
| 3 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.000000 | 0.20 | 0.200000 | 0.0 | 0.4 | Feb | 2.0 | 4.0 | 3.0 | 3.0 | Returning_Visitor | Male | ALL | Diploma | Single | 0.0 | False |
| 4 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.20 | 0.200000 | 0.0 | 0.0 | Feb | 1.0 | 2.0 | 1.0 | 5.0 | Returning_Visitor | Male | Deny | Diploma | Other | 1.0 | False |
| 5 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 738.000000 | 0.00 | 0.022222 | 0.0 | 0.4 | Feb | 2.0 | 4.0 | 1.0 | 2.0 | Returning_Visitor | Female | Required | Not Specified | Other | 0.0 | False |
| 6 | 0.0 | 0.0 | 0.0 | 0.0 | 3.0 | 395.000000 | 0.00 | 0.066667 | 0.0 | 0.0 | Feb | 1.0 | 1.0 | 3.0 | 3.0 | Returning_Visitor | Female | ALL | Diploma | Married | 0.0 | False |
| 7 | 0.0 | 0.0 | 0.0 | 0.0 | 7.0 | 280.500000 | 0.00 | 0.028571 | 0.0 | 0.0 | Feb | 1.0 | 1.0 | 1.0 | 3.0 | Returning_Visitor | Female | Deny | Diploma | Other | 0.0 | False |
| 8 | 0.0 | 0.0 | 0.0 | 0.0 | 6.0 | 98.000000 | 0.00 | 0.066667 | 0.0 | 0.0 | Feb | 2.0 | 5.0 | 1.0 | 3.0 | Returning_Visitor | Not Specified | Deny | Graduate | Single | 0.0 | False |
| 9 | 0.0 | 0.0 | 0.0 | 0.0 | 2.0 | 68.000000 | 0.00 | 0.100000 | 0.0 | 0.0 | Feb | 3.0 | 2.0 | 3.0 | 3.0 | Returning_Visitor | Male | Required | Diploma | Single | 0.0 | False |
| HomePage | HomePage_Duration | LandingPage | LandingPage_Duration | ProductDescriptionPage | ProductDescriptionPage_Duration | GoogleMetric:Bounce Rates | GoogleMetric:Exit Rates | GoogleMetric:Page Values | SeasonalPurchase | Month_SeasonalPurchase | OS | SearchEngine | Zone | Type of Traffic | CustomerType | Gender | Cookies Setting | Education | Marital Status | WeekendPurchase | Made_Purchase | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 14721 | 0.0 | 0.000000 | 0.0 | 0.0 | 2.0 | 32.000000 | 0.000000 | 0.100000 | 0.0 | 0.0 | Feb | 2.0 | 2.0 | 1.0 | 3.0 | Returning_Visitor | Female | Deny | Diploma | Other | 0.0 | True |
| 14722 | 1.0 | 3.000000 | 0.0 | 0.0 | 11.0 | 271.716667 | 0.000000 | 0.016667 | 0.0 | 0.0 | Mar | 4.0 | 1.0 | 3.0 | 2.0 | Returning_Visitor | Male | Deny | Diploma | Married | 1.0 | True |
| 14723 | 0.0 | 0.000000 | 0.0 | 0.0 | 5.0 | 47.000000 | 0.000000 | NaN | 0.0 | 0.0 | Nov | 2.0 | 2.0 | 3.0 | 3.0 | Returning_Visitor | Not Specified | ALL | Not Specified | Other | 0.0 | True |
| 14724 | 1.0 | 194.000000 | 0.0 | 0.0 | 21.0 | 304.275000 | 0.000000 | 0.001170 | 0.0 | 0.0 | May | 1.0 | 2.0 | 4.0 | 2.0 | Returning_Visitor | Female | Required | Others | Other | 0.0 | True |
| 14725 | 0.0 | 0.000000 | 0.0 | 0.0 | 4.0 | 69.000000 | 0.000000 | 0.050000 | 0.0 | 0.0 | Mar | 1.0 | 1.0 | 1.0 | 2.0 | Returning_Visitor | Not Specified | ALL | Others | Other | 0.0 | True |
| 14726 | 1.0 | 4.000000 | 0.0 | 0.0 | 39.0 | 983.138889 | 0.015385 | 0.017599 | 0.0 | 0.0 | Nov | 3.0 | 2.0 | 6.0 | 3.0 | Returning_Visitor | Female | Deny | NaN | Married | 0.0 | True |
| 14727 | 8.0 | 117.023809 | 2.0 | 57.0 | 11.0 | 252.892857 | 0.000000 | 0.011078 | 0.0 | 0.0 | May | 2.0 | 2.0 | 2.0 | 4.0 | Returning_Visitor | Not Specified | ALL | Diploma | Married | 0.0 | True |
| 14728 | 2.0 | 75.600000 | 2.0 | 652.8 | 10.0 | 1143.666667 | 0.000000 | 0.023333 | 0.0 | 0.0 | Aug | 2.0 | 2.0 | 4.0 | 2.0 | Returning_Visitor | Not Specified | Required | Others | Single | 0.0 | True |
| 14729 | 0.0 | 0.000000 | 0.0 | 0.0 | 6.0 | 1057.000000 | 0.000000 | 0.033333 | 0.0 | 0.0 | Mar | 2.0 | 4.0 | 4.0 | 1.0 | Returning_Visitor | Not Specified | Required | Not Specified | Married | 0.0 | True |
| 14730 | 0.0 | 0.000000 | 0.0 | 0.0 | 21.0 | 1372.700000 | 0.019048 | 0.035714 | 0.0 | 0.0 | Mar | 1.0 | 1.0 | 3.0 | 1.0 | Returning_Visitor | Female | ALL | Diploma | Other | 0.0 | True |
Most frequently occurring
| HomePage | HomePage_Duration | LandingPage | LandingPage_Duration | ProductDescriptionPage | ProductDescriptionPage_Duration | GoogleMetric:Bounce Rates | GoogleMetric:Exit Rates | GoogleMetric:Page Values | SeasonalPurchase | Month_SeasonalPurchase | OS | SearchEngine | Zone | Type of Traffic | CustomerType | Gender | Cookies Setting | Education | Marital Status | WeekendPurchase | Made_Purchase | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.2 | 0.2 | 0.0 | 0.0 | May | 1.0 | 1.0 | 1.0 | 3.0 | Returning_Visitor | Male | Deny | Others | Other | 0.0 | False | 2 |